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GPT-5.1-Codex

openai/gpt-5.1-codex
  • OpenAI
  • Family · GPT-5 Codex
  • Released 13 Nov 2025
  • Text · Image → Text
  • Reasoning · adjustable
  • Tools · JSON · Vision
Not on OSMEXO yet
Spec & list price
Context391K
Max output128K
Input / 1M$1.25
Output / 1M$10.008× input
Scores · standing
Intelligence23.7#107/490
Usage
Tokens / day30.6M▼ 49% 7d
Usage rank#360
Requests / day1.5K
Tool calls / req0.39
Per request · 30 days
Avg input22.4K1.5× median
Avg output8261.2× median
Cache hit92%1.3× median
Reasoning share72%1.3× median
Tool-call failures0.2%0.1× median

Consumption

133.3M266.7M400.0M3 Oct17 Oct1 Nov
Peak 365.9M 24 OctLow 14.3M 1 NovRank today #360

News & trends

News · latest from OpenAI

Benchmarks

bar = share of the top score · Benchmark data: Artificial Analysis
Math index#6 of 206
95.7
AIME 2025#6 of 206
95.7%
MMLU-Pro#16 of 273
86.0%
LiveCodeBench#13 of 269
84.9%
GPQA Diamond#80 of 445
86.0%
IFBench#60 of 328
70.0%
τ²-Bench#85 of 319
83.0%
Long-context reasoning#149 of 393
69.3%
Speed · median across providers, latest day
Output speed#145/33474 tok/s1.1× faster than median
First token#2792.63 s2.6× longer than median

#31 cheapest of 34 with a similar score

Value
Intelligence Index
22.52527.53032.5$1$2$5GPT-5.1-Codex
Blended price per 1M tokens (log)
Family progress
Intelligence Index
22.52527.53032.5OctNovDec2026FebGPT-5.1-Codex
  • Family releases32.5

Technical details

Reasoning
on · medium
Tokenizer
GPT
Moderation
none
Reasoning effort
  • high
  • medium · default
  • low
Request parameters 10
  • tools
  • tool_choice
  • response_format
  • structured_outputs
  • reasoning
  • reasoning_effort
  • include_reasoning
  • max_completion_tokens
  • seed
  • verbosity

Interesting facts

  1. Less output room than similar models (128.0K against a 235.9K median).
  2. 2nd of 3 GPT-5 Codex models by tokens last month.

When to use

Best for

  • Coding agents that edit large codebases
  • Long-running tool-calling developer workflows
  • Code review with screenshots or diagrams
  • Structured output for automated pipelines

Think twice for

  • Image or audio generation
  • Self-hosting (closed weights)
  • Simple chat where cheaper models suffice

Same family

GPT-5 Codex

Alternatives

other vendors · similar capability

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